ConformalPrediction.jlPredictive Uncertainty Quantification in Machine Learning
Delft University of Technology
July 22, 2023
Conformal Prediction (CP) works under the premise of turning heuristic measures of Predictive Uncertainty (PU) into rigorous ones through repeated sampling or the use of calibration data.
ConformalPrediction.jlMLJ.jl models.Flux.jl through MLJFlux.jl.ConformalPrediction.jl (15min)CounterfactualExplanations.jlLaplaceRedux.jlMNIST classifier trained using MLJFlux.jl.
Tutorial
How to Conformalize a Time Series Model)
CounterfactualExplanations.jl (currently under review).Contribute
Currently working on full conformal training implementation [#62].
LaplaceRedux.jl to MLJFlux.jlContribute
Planning to add both ideas [#64].
JuliaCounterfactualExplanations.jl (JuliaCon 2022)ConformalPrediction.jl (JuliaCon 2023)LaplaceRedudx.jl (JuliaCon 2022)AlgorithmicRecourseDynamics.jl… contributions welcome! 😊